A matheuristic for the stochastic facility location problem

In this paper, we describe a matheuristic to solve the stochastic facility location problem which determines the location and size of storage facilities, the quantities of various types of supplies stored in each facility, and the assignment of demand locations to the open facilities, which minimize unmet demand and response time in lexicographic order. We assume uncertainties about demands, inventory spoilage, and transportation network availability. A good example where such a formulation makes sense is the the problem of pre-positioning emergency supplies, which aims to increase disaster preparedness by making the relief items readily available to people in need. The matheuristic employs iterated local search techniques to look for good location and inventory configurations, and uses CPLEX to optimize the assignments. Numerical experiments on a number of case studies and random instances for the pre-positioning problem demonstrate the effectiveness and efficiency of the matheuristic, which is shown to be particularly useful for tackling larger instances that are intractable for exact solvers. The matheuristic is therefore a contribution to the literature on heuristic approaches to solving facility location under uncertainties, can be used to further study the particular variant of the facility location problem, and can also support humanitarian logisticians in their planning of pre-positioning strategies.

[1]  D. R. Fulkerson,et al.  Maximal Flow Through a Network , 1956 .

[2]  Lauren B. Davis,et al.  Inventory planning and coordination in disaster relief efforts , 2013 .

[3]  James B. Orlin,et al.  Max flows in O(nm) time, or better , 2013, STOC '13.

[4]  Xing Hong,et al.  Stochastic network design for disaster preparedness , 2015 .

[5]  Mark A. Turnquist,et al.  Pre-positioning of emergency supplies for disaster response , 2010 .

[6]  Masoud Rabbani,et al.  Proactive and reactive inventory policies in humanitarian operations , 2015 .

[7]  Zuo-Jun Max Shen,et al.  An Inventory-Location Model: Formulation, Solution Algorithm and Computational Results , 2002, Ann. Oper. Res..

[8]  François V. Louveaux,et al.  Discrete stochastic location models , 1986 .

[9]  Rosa G. González-Ramírez,et al.  A bi-level optimization model for aid distribution after the occurrence of a disaster , 2015 .

[10]  Leon Cooper,et al.  A RANDOM LOCATIONAL EQUILIBRIUM PROBLEM , 1974 .

[11]  Cem Deniz Caglar Bozkir,et al.  A literature review on inventory management in humanitarian supply chains , 2016 .

[12]  Benita M. Beamon,et al.  Last Mile Distribution in Humanitarian Relief , 2008, J. Intell. Transp. Syst..

[13]  S. K. Samanta Waiting-time analysis of D-$${ BMAP}{/}G{/}1$$BMAP/G/1 queueing system , 2020, Ann. Oper. Res..

[14]  R. T. Wong,et al.  `Multidimensional' extensions and a nested dual approach for the m-median problem , 1985 .

[15]  François V. Louveaux,et al.  A Dual-Based Procedure for Stochastic Facility Location , 1992, Oper. Res..

[16]  Leon Cooper,et al.  Heuristic Methods for Location-Allocation Problems , 1964 .

[17]  Kenneth Sörensen,et al.  Pre-positioning of emergency supplies: does putting a price on human life help to save lives? , 2017, Annals of Operations Research.

[18]  Satish V. Ukkusuri,et al.  Location Routing Approach for the Humanitarian Prepositioning Problem , 2008 .

[19]  Walter J. Gutjahr,et al.  The bi-objective stochastic covering tour problem , 2012, Comput. Oper. Res..

[20]  Mark S. Daskin,et al.  Network and Discrete Location: Models, Algorithms and Applications , 1995 .

[21]  Zuo-Jun Max Shen,et al.  A Joint Location - Inventory Model , 2003, Transp. Sci..

[22]  A. Odoni,et al.  Locations of Medians on Stochastic Networks , 1979 .

[23]  C. H. Aikens,et al.  Facility location models for distribution planning , 1985 .

[24]  R. L. Francis,et al.  State of the Art-Location on Networks: A Survey. Part II: Exploiting Tree Network Structure , 1983 .

[25]  Laurence A. Wolsey,et al.  The Uncapicitated Facility Location Problem , 1983 .

[26]  Philip C. Jones,et al.  Prepositioning supplies in preparation for disasters , 2011, Eur. J. Oper. Res..

[27]  Peter Kall,et al.  Stochastic Programming , 1995 .

[28]  G. Leonardi,et al.  A Unifying Framework for Public Facility Location Problems—Part 1: A Critical Overview and Some Unsolved Problems , 1981 .

[29]  Jan-Kees C. W. van Ommeren,et al.  An approximation algorithm for a facility location problem with stochastic demands and inventories , 2006, Oper. Res. Lett..

[30]  S. Afshin Mansouri,et al.  Humanitarian logistics network design under mixed uncertainty , 2016, Eur. J. Oper. Res..

[31]  Kathrin Fischer,et al.  An accelerated L-shaped method for solving two-stage stochastic programs in disaster management , 2020, Ann. Oper. Res..

[32]  Kathrin Fischer,et al.  Inventory relocation for overlapping disaster settings in humanitarian operations , 2011, OR Spectr..

[33]  Shaligram Pokharel,et al.  A model for planning locations of temporary distribution facilities for emergency response , 2015 .

[34]  Lauren B. Davis,et al.  Evaluating the Effectiveness of Pre-Positioning Policies in Response to Natural Disasters , 2014, Int. J. Oper. Res. Inf. Syst..

[35]  Lawrence V. Snyder,et al.  Facility location under uncertainty: a review , 2006 .

[36]  Russell Bent,et al.  Strategic Planning for Disaster Recovery with Stochastic Last Mile Distribution , 2010, CPAIOR.

[37]  Mark A. Turnquist,et al.  Pre-positioning planning for emergency response with service quality constraints , 2011, OR Spectr..

[38]  Benita M. Beamon,et al.  Facility location in humanitarian relief , 2008 .

[39]  Rommert Dekker,et al.  A stochastic approach to a case study for product recovery network design , 2005, Eur. J. Oper. Res..

[40]  Maged M. Dessouky,et al.  Solution approaches for facility location of medical supplies for large-scale emergencies , 2007, Comput. Ind. Eng..

[41]  A. S. Manne CAPACITY EXPANSION AND PROBABILISTIC GROWTH , 1961 .

[42]  Donald Erlenkotter,et al.  A Dual-Based Procedure for Uncapacitated Facility Location , 1978, Oper. Res..

[43]  Gregorio Tirado,et al.  A three-stage stochastic facility routing model for disaster response planning , 2014 .

[44]  Pandian Vasant,et al.  Meta-Heuristics Optimization Algorithms in Engineering, Business, Economics, and Finance , 2012 .

[45]  L. V. Wassenhove,et al.  On the appropriate objective function for post‐disaster humanitarian logistics models , 2013 .

[46]  Gilbert Laporte,et al.  Exact Solution to a Location Problem with Stochastic Demands , 1994, Transp. Sci..

[47]  John R. Birge,et al.  Introduction to Stochastic Programming , 1997 .

[48]  Timothy J. Lowe,et al.  Location on Networks: A Survey. Part I: The p-Center and p-Median Problems , 1983 .

[49]  R. Wets,et al.  L-SHAPED LINEAR PROGRAMS WITH APPLICATIONS TO OPTIMAL CONTROL AND STOCHASTIC PROGRAMMING. , 1969 .

[50]  Mark S. Daskin,et al.  Strategic facility location: A review , 1998, Eur. J. Oper. Res..

[51]  Walter J. Gutjahr,et al.  Bi-objective bilevel optimization of distribution center locations considering user equilibria , 2016 .

[52]  Francisco Saldanha-da-Gama,et al.  Facility location and supply chain management - A review , 2009, Eur. J. Oper. Res..

[53]  Alfredo Moreno,et al.  Stochastic network models for logistics planning in disaster relief , 2016, Eur. J. Oper. Res..

[54]  Gülay Barbarosoglu,et al.  A two-stage stochastic programming framework for transportation planning in disaster response , 2004, J. Oper. Res. Soc..

[55]  Wout Dullaert,et al.  Factors Affecting Global Inventory Prepositioning Locations in Humanitarian Operations—A Delphi Study , 2016 .

[56]  J. Krarup,et al.  Selected Families of Location Problems , 1979 .

[57]  Kenneth Sörensen,et al.  Instances for the problem of pre-positioning emergency supplies , 2019, Journal of Humanitarian Logistics and Supply Chain Management.

[58]  Jutta Geldermann,et al.  Methodological tool kit for humanitarian logistics , 2014, ISCRAM.

[59]  A. Goldberg,et al.  A new approach to the maximum-flow problem , 1988, JACM.

[60]  Leon F. McGinnis,et al.  Invited reviewLocational analysis , 1983 .

[61]  Tricia Wachtendorf,et al.  Emergency Logistics Issues Affecting the Response to Katrina , 2007 .

[62]  Mingzhou Jin,et al.  Sheltering network planning and management with a case in the Gulf Coast region , 2011 .

[63]  Kathrin Fischer,et al.  Two-stage stochastic programming in disaster management: A literature survey , 2016 .

[64]  Helena Ramalhinho Dias Lourenço,et al.  Iterated Local Search , 2001, Handbook of Metaheuristics.

[65]  Yupo Chan,et al.  A multiple-depot, multiple-vehicle, location-routing problem with stochastically processed demands , 2001, Comput. Oper. Res..

[66]  L. Cooper,et al.  An Always-Convergent Numerical Scheme for a Random Locational Equilibrium Problem , 1974 .

[67]  Helmut Schneider,et al.  Decision alternatives between expected cost minimization and worst case scenario in emergency supply – Second revision , 2014 .

[68]  R. Church,et al.  Computational Procedures for Location Problems on Stochastic Networks , 1983 .

[69]  Pinar Keskinocak,et al.  Pre-Positioning of Emergency Items for CARE International , 2011, Interfaces.

[70]  Bahar Y. Kara,et al.  On multi-criteria chance-constrained capacitated single-source discrete facility location problems , 2018, Omega.

[71]  Gülay Barbarosoglu,et al.  A two-echelon stochastic facility location model for humanitarian relief logistics , 2012, Optim. Lett..

[72]  D. H. Marks,et al.  An Analysis of Private and Public Sector Location Models , 1970 .

[73]  F. Barzinpour,et al.  A multi-objective relief chain location distribution model for urban disaster management , 2014 .

[74]  Nasrin Asgari,et al.  Multiple criteria facility location problems: A survey , 2010 .

[75]  Aurélie Charles,et al.  Improving the design and management of agile supply chains : feedback and application in the context of humanitarian aid , 2010 .

[76]  L. V. Wassenhove,et al.  On the unique features of post‐disaster humanitarian logistics , 2012 .

[77]  Reza Zanjirani Farahani,et al.  Facility location: concepts, models, algorithms and case studies , 2009 .

[78]  Horst A. Eiselt,et al.  Location analysis: A synthesis and survey , 2005, Eur. J. Oper. Res..

[79]  Reza Tavakkoli-Moghaddam,et al.  Robust humanitarian relief logistics network planning , 2014 .

[80]  S. L. Hakimi,et al.  Optimum Locations of Switching Centers and the Absolute Centers and Medians of a Graph , 1964 .